This repository provides a Jupyter Notebook implementation of Stable Diffusion, a latent diffusion model for generating images from text prompts. The implementation is built entirely from scratch using PyTorch, with instructions for downloading pre-trained weights and tokenizer files from Hugging Face. Users can also plug in fine-tuned Stable Diffusion variants to generate images in different artistic styles.